Through Mendelian randomization analysis, five exposure factors were screened out, including coronary atherosclerosis, cell adhesion molecule 3, dipeptidase 1, THOP1, and dipeptidyl peptidase 2. The gene discussed is DPP7; the disease is coronary atherosclerosis.